{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mpg</th>\n",
       "      <th>cylinders</th>\n",
       "      <th>displacement</th>\n",
       "      <th>horsepower</th>\n",
       "      <th>weight</th>\n",
       "      <th>acceleration</th>\n",
       "      <th>model year</th>\n",
       "      <th>origin</th>\n",
       "      <th>car name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>18.0</td>\n",
       "      <td>8</td>\n",
       "      <td>307.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>3504.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>70</td>\n",
       "      <td>1</td>\n",
       "      <td>chevrolet chevelle malibu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>15.0</td>\n",
       "      <td>8</td>\n",
       "      <td>350.0</td>\n",
       "      <td>165.0</td>\n",
       "      <td>3693.0</td>\n",
       "      <td>11.5</td>\n",
       "      <td>70</td>\n",
       "      <td>1</td>\n",
       "      <td>buick skylark 320</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>18.0</td>\n",
       "      <td>8</td>\n",
       "      <td>318.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>3436.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>70</td>\n",
       "      <td>1</td>\n",
       "      <td>plymouth satellite</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>16.0</td>\n",
       "      <td>8</td>\n",
       "      <td>304.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>3433.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>70</td>\n",
       "      <td>1</td>\n",
       "      <td>amc rebel sst</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>17.0</td>\n",
       "      <td>8</td>\n",
       "      <td>302.0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>3449.0</td>\n",
       "      <td>10.5</td>\n",
       "      <td>70</td>\n",
       "      <td>1</td>\n",
       "      <td>ford torino</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    mpg  cylinders  displacement horsepower  weight  acceleration  model year  \\\n",
       "0  18.0          8         307.0      130.0  3504.0          12.0          70   \n",
       "1  15.0          8         350.0      165.0  3693.0          11.5          70   \n",
       "2  18.0          8         318.0      150.0  3436.0          11.0          70   \n",
       "3  16.0          8         304.0      150.0  3433.0          12.0          70   \n",
       "4  17.0          8         302.0      140.0  3449.0          10.5          70   \n",
       "\n",
       "   origin                   car name  \n",
       "0       1  chevrolet chevelle malibu  \n",
       "1       1          buick skylark 320  \n",
       "2       1         plymouth satellite  \n",
       "3       1              amc rebel sst  \n",
       "4       1                ford torino  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "path = '../data_files/3.MPG/auto-mpg.data'\n",
    "columns = [\"mpg\", \"cylinders\", \"displacement\", \"horsepower\", \"weight\", \"acceleration\", \"model year\", \"origin\", \"car name\"]\n",
    "# mpg - > 燃油效率\n",
    "# cylinders -> 气缸\n",
    "# displacement - > 排量\n",
    "# horsepower - > 马力\n",
    "# weight - > 重量\n",
    "# acceleration - > 加速度\n",
    "# model year - > 型号年份\n",
    "# origin = > 编号\n",
    "# car name - > 原产地\n",
    "cars = pd.read_csv(path, delim_whitespace=True, names=columns)\n",
    "cars.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 398 entries, 0 to 397\n",
      "Data columns (total 9 columns):\n",
      "mpg             398 non-null float64\n",
      "cylinders       398 non-null int64\n",
      "displacement    398 non-null float64\n",
      "horsepower      398 non-null object\n",
      "weight          398 non-null float64\n",
      "acceleration    398 non-null float64\n",
      "model year      398 non-null int64\n",
      "origin          398 non-null int64\n",
      "car name        398 non-null object\n",
      "dtypes: float64(4), int64(3), object(2)\n",
      "memory usage: 28.1+ KB\n"
     ]
    }
   ],
   "source": [
    "cars.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'horsepower')"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 936x1440 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cars = cars[cars.horsepower != '?']\n",
    "#用散点图分别展示气缸、排量、重量、加速度与燃油效率的关系\n",
    "fig = plt.figure(figsize=(13,20))\n",
    "ax1 = fig.add_subplot(321)\n",
    "ax2 = fig.add_subplot(322)\n",
    "ax3 = fig.add_subplot(323)\n",
    "ax4 = fig.add_subplot(324)\n",
    "ax5 = fig.add_subplot(325)\n",
    "ax1.scatter(cars['cylinders'],cars['mpg'],alpha=0.5)\n",
    "ax1.set_title('cylinders')\n",
    "ax2.scatter(cars['displacement'],cars['mpg'],alpha=0.5)\n",
    "ax2.set_title('displacement')\n",
    "ax3.scatter(cars['weight'],cars['mpg'],alpha=0.5)\n",
    "ax3.set_title('weight')\n",
    "ax4.scatter(cars['acceleration'],cars['mpg'],alpha=0.5)\n",
    "ax4.set_title('acceleration')\n",
    "ax5.scatter([float(x) for x in cars['horsepower'].tolist()],cars['mpg'],alpha=0.5)\n",
    "ax5.set_title('horsepower')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "Y = cars['mpg']\n",
    "X = cars[['weight']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "X_train, X_test, Y_train, Y_test = train_test_split(X,Y,test_size=0.2,random_state=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.linear_model import LinearRegression\n",
    "lr = LinearRegression()\n",
    "lr = lr.fit(X_train,Y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[-0.00772198]\n",
      "46.43412847740396\n",
      "score = 0.6925641006507041\n"
     ]
    }
   ],
   "source": [
    "print(lr.coef_)\n",
    "print(lr.intercept_)\n",
    "print('score = {}'.format(lr.score(X,Y)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 可视化"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 训练集"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(X_train, Y_train, color = 'red', alpha=0.3)\n",
    "plt.scatter(X_train, lr.predict(X_train),color = 'green',alpha=0.3)\n",
    "plt.xlabel('weight')\n",
    "plt.ylabel('mpg')\n",
    "plt.title('train data')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 测试集"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(X_test,Y_test,color = 'blue',alpha=0.3)\n",
    "plt.scatter(X_train,lr.predict(X_train),color='green',alpha=0.3)\n",
    "plt.xlabel('weight')\n",
    "plt.ylabel('mpg')\n",
    "plt.title('test data')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 模型得分"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[-0.00772198]\n",
      "46.43412847740396\n",
      "score = 0.6925641006507041\n"
     ]
    }
   ],
   "source": [
    "print(lr.coef_)\n",
    "print(lr.intercept_)\n",
    "print('score = {}'.format(lr.score(X,Y)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 多变量线性回归模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mpg</th>\n",
       "      <th>cylinders</th>\n",
       "      <th>displacement</th>\n",
       "      <th>horsepower</th>\n",
       "      <th>weight</th>\n",
       "      <th>acceleration</th>\n",
       "      <th>model year</th>\n",
       "      <th>origin</th>\n",
       "      <th>car name</th>\n",
       "      <th>mpg_prediction</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>18.0</td>\n",
       "      <td>8</td>\n",
       "      <td>307.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>3504.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>70</td>\n",
       "      <td>1</td>\n",
       "      <td>chevrolet chevelle malibu</td>\n",
       "      <td>18.915289</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>15.0</td>\n",
       "      <td>8</td>\n",
       "      <td>350.0</td>\n",
       "      <td>165.0</td>\n",
       "      <td>3693.0</td>\n",
       "      <td>11.5</td>\n",
       "      <td>70</td>\n",
       "      <td>1</td>\n",
       "      <td>buick skylark 320</td>\n",
       "      <td>16.197184</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>18.0</td>\n",
       "      <td>8</td>\n",
       "      <td>318.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>3436.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>70</td>\n",
       "      <td>1</td>\n",
       "      <td>plymouth satellite</td>\n",
       "      <td>18.382258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>16.0</td>\n",
       "      <td>8</td>\n",
       "      <td>304.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>3433.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>70</td>\n",
       "      <td>1</td>\n",
       "      <td>amc rebel sst</td>\n",
       "      <td>18.479076</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>17.0</td>\n",
       "      <td>8</td>\n",
       "      <td>302.0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>3449.0</td>\n",
       "      <td>10.5</td>\n",
       "      <td>70</td>\n",
       "      <td>1</td>\n",
       "      <td>ford torino</td>\n",
       "      <td>18.821729</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    mpg  cylinders  displacement horsepower  weight  acceleration  model year  \\\n",
       "0  18.0          8         307.0      130.0  3504.0          12.0          70   \n",
       "1  15.0          8         350.0      165.0  3693.0          11.5          70   \n",
       "2  18.0          8         318.0      150.0  3436.0          11.0          70   \n",
       "3  16.0          8         304.0      150.0  3433.0          12.0          70   \n",
       "4  17.0          8         302.0      140.0  3449.0          10.5          70   \n",
       "\n",
       "   origin                   car name  mpg_prediction  \n",
       "0       1  chevrolet chevelle malibu       18.915289  \n",
       "1       1          buick skylark 320       16.197184  \n",
       "2       1         plymouth satellite       18.382258  \n",
       "3       1              amc rebel sst       18.479076  \n",
       "4       1                ford torino       18.821729  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cars = cars[cars.horsepower != '?']\n",
    "mul = ['weight','horsepower','displacement'] # 选择三个变量进行建立模型\n",
    "mul_lr = LinearRegression()\n",
    "mul_lr.fit(cars[mul],cars['mpg']) # 训练模型\n",
    "cars['mpg_prediction'] = mul_lr.predict(cars[mul])\n",
    "cars.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.7069554693444708"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mul_score = mul_lr.score(cars[mul],cars['mpg'])\n",
    "mul_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "mse = 17.806188\n",
      "rmse = 4.219738\n"
     ]
    }
   ],
   "source": [
    "from sklearn.metrics import mean_squared_error as mse\n",
    "mse = mse(cars['mpg'],cars['mpg_prediction'])\n",
    "print('mse = %f'%mse)\n",
    "print('rmse = %f'%np.sqrt(mse))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize = (8,10))\n",
    "ax1 = fig.add_subplot(3,1,1)\n",
    "ax2 = fig.add_subplot(3,1,2)\n",
    "ax3 = fig.add_subplot(3,1,3)\n",
    "ax1.scatter(cars['weight'], cars['mpg'], c='blue', alpha=0.3)\n",
    "ax1.scatter(cars['weight'], cars['mpg_prediction'], c='red', alpha=0.3)\n",
    "ax1.set_title('weight')\n",
    "ax2.scatter([ float(x) for x in cars['horsepower'].tolist()], cars['mpg'], c='blue', alpha=0.3)\n",
    "ax2.scatter([ float(x) for x in cars['horsepower'].tolist()], cars['mpg_prediction'], c='red', alpha=0.3)\n",
    "ax2.set_title('horsepower')\n",
    "ax3.scatter(cars['displacement'], cars['mpg'], c='blue', alpha=0.3)\n",
    "ax3.scatter(cars['displacement'], cars['mpg_prediction'], c='red', alpha=0.3)\n",
    "ax3.set_title('displacement')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
